summary

skim(df)
Data summary
Name df
Number of rows 48572
Number of columns 91
Key NULL
_______________________
Column type frequency:
character 8
factor 36
numeric 46
POSIXct 1
________________________
Group variables None

Variable type: character

skim_variable n_missing complete_rate min max empty n_unique whitespace
Activity 0 1 4 10 0 6 0
Name 0 1 2 3 0 2 0
Notes 0 1 0 8 41869 12 0
Time 0 1 20 27 0 48572 0
UUID 0 1 16 36 0 49 0
Version 0 1 0 28 8201 17 0
Visit 0 1 0 416 48553 20 0
imgS3 0 1 0 50 48571 2 0

Variable type: factor

skim_variable n_missing complete_rate ordered n_unique top_counts
FeatureCla 838 0.98 FALSE 1 Adm: 47734, Adm: 0
SOVEREIGNT 838 0.98 FALSE 8 Uni: 47490, Cze: 67, Can: 50, Pol: 48
SOV_A3 838 0.98 FALSE 8 US1: 47490, CZE: 67, CAN: 50, POL: 48
TYPE 838 0.98 FALSE 2 Cou: 47490, Sov: 244, Cou: 0, Dep: 0
ADMIN 838 0.98 FALSE 8 Uni: 47490, Cze: 67, Can: 50, Pol: 48
ADM0_A3 838 0.98 FALSE 8 USA: 47490, CZE: 67, CAN: 50, POL: 48
GEOUNIT 838 0.98 FALSE 8 Uni: 47490, Cze: 67, Can: 50, Pol: 48
GU_A3 838 0.98 FALSE 8 USA: 47490, CZE: 67, CAN: 50, POL: 48
SUBUNIT 838 0.98 FALSE 8 Uni: 47490, Cze: 67, Can: 50, Pol: 48
SU_A3 838 0.98 FALSE 8 USA: 47490, CZE: 67, CAN: 50, POL: 48
NAME 838 0.98 FALSE 8 Uni: 47490, Cze: 67, Can: 50, Pol: 48
ABBREV 838 0.98 FALSE 8 U.S: 47490, Cz.: 67, Can: 50, Pol: 48
POSTAL 838 0.98 FALSE 8 US: 47490, CZ: 67, CA: 50, PL: 48
NAME_FORMA 911 0.98 FALSE 6 Uni: 47490, Cze: 67, Rep: 48, Rep: 36
TERR_ 48572 0.00 FALSE 0 Ass: 0, Auz: 0, Chi: 0, Com: 0
NAME_SORT 838 0.98 FALSE 8 Uni: 47490, Cze: 67, Can: 50, Pol: 48
FIPS_10_ 48572 0.00 FALSE 0 FG: 0
ISO_A2 838 0.98 FALSE 8 US: 47490, CZ: 67, CA: 50, PL: 48
ISO_A3 838 0.98 FALSE 8 USA: 47490, CZE: 67, CAN: 50, POL: 48
ISO3 838 0.98 FALSE 8 USA: 47490, CZE: 67, CAN: 50, POL: 48
ISO3.1 838 0.98 FALSE 8 USA: 47490, CZE: 67, CAN: 50, POL: 48
ADMIN.1 838 0.98 FALSE 8 Uni: 47490, Cze: 67, Can: 50, Pol: 48
REGION 838 0.98 FALSE 3 Nor: 47540, Eur: 158, Sou: 36, Afr: 0
continent 838 0.98 FALSE 3 Nor: 47540, Eur: 158, Sou: 36, Afr: 0
GEO3major 838 0.98 FALSE 3 Nor: 47540, Eur: 158, Lat: 36, Afr: 0
GEO3 838 0.98 FALSE 6 US: 47490, Cen: 126, Can: 50, Sou: 36
IMAGE24 838 0.98 FALSE 6 USA: 47490, Cen: 126, Can: 50, Res: 36
GLOCAF 838 0.98 FALSE 5 USA: 47490, Eur: 135, Can: 50, Res: 36
Stern 838 0.98 FALSE 3 Nor: 47540, Eur: 158, Sou: 36, Aus: 0
SRESmajor 838 0.98 FALSE 3 OEC: 47549, REF: 149, ALM: 36, ASI: 0
SRES 838 0.98 FALSE 5 Nor: 47540, Cen: 126, Lat: 36, New: 23
GBD 838 0.98 FALSE 5 Nor: 47540, Eur: 126, Lat: 36, Eur: 23
AVOIDname 838 0.98 FALSE 5 US: 47490, Eur: 110, Can: 50, Pol: 48
LDC 838 0.98 FALSE 1 oth: 47734, LDC: 0
SID 838 0.98 FALSE 1 oth: 47734, SID: 0
LLDC 838 0.98 FALSE 1 oth: 47734, LLD: 0

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
Accuracy 0 1.00 6.03 1.59 -1.00 4.74 6.00 8.00 1.000000e+01 ▁▁▇▃▅
Elevation 0 1.00 309.38 309.60 -50.80 146.18 250.75 347.78 3.214200e+03 ▇▁▁▁▁
Heading 0 1.00 164.89 109.69 -1.00 71.95 166.35 259.74 3.600000e+02 ▇▆▇▆▆
Pressure 0 1.00 144.21 202.43 0.00 97.40 98.87 99.84 1.027010e+03 ▇▁▁▁▁
Speed 0 1.00 3.18 7.61 -1.00 0.00 0.00 1.41 3.791000e+01 ▇▁▁▁▁
UnixTime 0 1.00 1615763117.14 60328374.29 1525623850.00 1557692844.00 1622136690.00 1674731199.00 1.704205e+09 ▇▅▃▅▇
HeartRate 48420 0.00 88.52 28.39 -1.00 76.00 85.00 98.25 1.640000e+02 ▁▁▇▂▁
Distance 48106 0.01 65415.26 166929.13 7.05 5703.61 13920.11 45426.53 1.060107e+06 ▇▁▁▁▁
NumberOfSteps 48085 0.01 120194.03 266865.12 9.00 7952.00 15226.00 64691.50 1.152817e+06 ▇▁▁▁▁
AverageActivePace 48224 0.01 1.06 0.81 0.38 0.74 0.93 1.07 1.352000e+01 ▇▁▁▁▁
CurrentCadence 48224 0.01 1.68 0.33 1.02 1.51 1.67 1.78 2.640000e+00 ▃▇▇▂▁
CurrentPace 48224 0.01 0.87 0.20 0.28 0.79 0.87 1.02 1.280000e+00 ▁▂▇▅▂
FloorsAscended 48243 0.01 14.86 14.32 1.00 3.00 11.00 16.00 5.800000e+01 ▇▆▁▁▁
FloorsDescended 48240 0.01 11.73 10.50 1.00 5.00 11.00 15.00 4.100000e+01 ▇▆▁▁▁
vAccuracy 48449 0.00 4.89 5.03 0.80 1.60 2.50 6.60 3.150000e+01 ▇▂▁▁▁
AccelerometerX 48506 0.00 -0.64 4.50 -8.41 -3.60 -0.43 0.98 8.510000e+00 ▃▃▇▁▃
AccelerometerY 48506 0.00 -0.40 3.66 -12.03 -0.98 -0.35 0.46 1.053000e+01 ▁▁▇▂▁
AccelerometerZ 48506 0.00 4.33 6.93 -10.28 -0.36 7.67 9.79 1.034000e+01 ▂▁▁▂▇
ActivityConfidence 48506 0.00 100.00 0.00 100.00 100.00 100.00 100.00 1.000000e+02 ▁▁▇▁▁
GyroscopeX 48506 0.00 0.00 0.06 -0.36 -0.01 0.00 0.01 2.100000e-01 ▁▁▂▇▁
GyroscopeY 48506 0.00 0.00 0.11 -0.72 -0.01 0.00 0.01 4.900000e-01 ▁▁▇▃▁
GyroscopeZ 48506 0.00 0.00 0.05 -0.24 -0.01 0.00 0.01 1.300000e-01 ▁▁▁▇▁
UserAccelerometerX 48506 0.00 -0.09 0.65 -2.77 -0.16 0.00 0.15 1.090000e+00 ▁▁▂▇▂
UserAccelerometerY 48506 0.00 0.03 0.40 -1.83 -0.07 0.00 0.12 1.580000e+00 ▁▁▇▂▁
UserAccelerometerZ 48506 0.00 0.12 0.64 -2.11 -0.09 0.05 0.18 2.800000e+00 ▁▂▇▁▁
Lightmeter 48551 0.00 206.19 343.76 1.00 19.00 69.00 146.00 1.067000e+03 ▇▁▁▁▂
lat 0 1.00 42.53 5.00 4.59 38.65 44.97 46.81 5.932000e+01 ▁▁▁▇▁
lon 0 1.00 -93.56 11.68 -158.23 -93.26 -92.08 -90.28 3.053000e+01 ▁▇▁▁▁
x 0 1.00 -0.09 0.45 -1.00 -0.55 -0.17 0.45 1.000000e+00 ▁▇▆▆▁
y 0 1.00 0.01 0.57 -1.00 -0.60 0.11 0.61 1.000000e+00 ▇▂▂▆▆
z 0 1.00 0.08 0.67 -1.00 -0.67 0.53 0.58 1.000000e+00 ▅▁▁▇▂
umap_1 0 1.00 0.00 8.37 -24.60 -5.62 -0.01 5.72 2.431000e+01 ▁▅▇▅▁
umap_2 0 1.00 0.00 8.46 -22.46 -5.64 0.16 5.71 2.426000e+01 ▁▅▇▃▁
ScaleRank 838 0.98 1.00 0.00 1.00 1.00 1.00 1.00 1.000000e+00 ▁▁▇▁▁
LabelRank 838 0.98 1.00 0.00 1.00 1.00 1.00 1.00 1.000000e+00 ▁▁▇▁▁
ADM0_DIF 838 0.98 0.00 0.00 0.00 0.00 0.00 0.00 0.000000e+00 ▁▁▇▁▁
LEVEL 838 0.98 2.00 0.00 2.00 2.00 2.00 2.00 2.000000e+00 ▁▁▇▁▁
GEOU_DIF 838 0.98 0.00 0.00 0.00 0.00 0.00 0.00 0.000000e+00 ▁▁▇▁▁
SU_DIF 838 0.98 0.00 0.00 0.00 0.00 0.00 0.00 0.000000e+00 ▁▁▇▁▁
MAP_COLOR 838 0.98 1.01 0.20 1.00 1.00 1.00 1.00 6.000000e+00 ▇▁▁▁▁
POP_EST 838 0.98 305789053.37 19882772.39 4489409.00 307212123.00 307212123.00 307212123.00 3.072121e+08 ▁▁▁▁▇
GDP_MD_EST 838 0.98 14190059.13 976172.64 82390.00 14260000.00 14260000.00 14260000.00 1.426000e+07 ▁▁▁▁▇
ISO_N3 838 0.98 837.44 39.85 124.00 840.00 840.00 840.00 8.400000e+02 ▁▁▁▁▇
LON 838 0.98 -98.74 6.83 -102.37 -99.14 -99.14 -99.14 3.138000e+01 ▇▁▁▁▁
LAT 838 0.98 39.56 1.33 3.91 39.53 39.53 39.53 6.284000e+01 ▁▁▁▇▁
AVOIDnumeric 838 0.98 2.09 1.39 2.00 2.00 2.00 2.00 2.600000e+01 ▇▁▁▁▁

Variable type: POSIXct

skim_variable n_missing complete_rate min max median n_unique
CurrentTripStart 48085 0.01 2023-12-15 18:59:33 2023-12-31 18:01:01 2023-12-27 18:38:42 11

Cat umaps